{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c2b8e4a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import nltk\n",
    "from nltk.tokenize import sent_tokenize\n",
    "from nltk.tokenize import word_tokenize\n",
    "import imageio\n",
    "from ipykernel import kernelapp as app\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud,STOPWORDS,ImageColorGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "44875fa0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\lwpwst\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dfbe69a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"sms_spam.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fe3a5b30",
   "metadata": {},
   "outputs": [],
   "source": [
    "ham = data.loc[data['type']=='ham']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ba97bb55",
   "metadata": {},
   "outputs": [],
   "source": [
    "spam = data.loc[data['type']=='spam']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2398b1cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lwpwst\\AppData\\Local\\Temp\\ipykernel_20408\\289651594.py:5: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
      "  maskImg = imageio.imread('云.jpeg')\n"
     ]
    }
   ],
   "source": [
    "ham_tags = []\n",
    "for x in ham[\"text\"]:\n",
    "    ham_tags+=word_tokenize(x)\n",
    "ham_text = \" \".join(ham_tags)\n",
    "maskImg = imageio.imread('云.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5f3f830c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x25011ec5090>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = WordCloud(font_path=\"C:/Windows/Fonts/STFANGSO.TTF\",\n",
    "              background_color='white',max_words=100,mask=maskImg,\n",
    "              max_font_size=110,min_font_size=10,\n",
    "              random_state=42,width=1200,height=900)\n",
    "wc.generate(ham_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "03c9c878",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x25011ec5090>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_colors = ImageColorGenerator(maskImg)\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wc.to_file(\"ham.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "66549242",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lwpwst\\AppData\\Local\\Temp\\ipykernel_20408\\40481182.py:5: DeprecationWarning: Starting with ImageIO v3 the behavior of this function will switch to that of iio.v3.imread. To keep the current behavior (and make this warning disappear) use `import imageio.v2 as imageio` or call `imageio.v2.imread` directly.\n",
      "  maskImg = imageio.imread('云.jpeg')\n"
     ]
    }
   ],
   "source": [
    "spam_tags = []\n",
    "for x in spam[\"text\"]:\n",
    "    spam_tags+=word_tokenize(x)\n",
    "spam_text = \" \".join(spam_tags)\n",
    "maskImg = imageio.imread('云.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c2a98711",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x25013443fd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc = WordCloud(font_path=\"C:/Windows/Fonts/STFANGSO.TTF\",\n",
    "              background_color='white',max_words=100,mask=maskImg,\n",
    "              max_font_size=100,min_font_size=10,\n",
    "              random_state=42,width=1200,height=900)\n",
    "wc.generate(spam_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bd65ebf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x25013443fd0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_colors = ImageColorGenerator(maskImg)\n",
    "plt.imshow(wc)\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wc.to_file(\"spam.jpg\")"
   ]
  }
 ],
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